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what changed after the inference shift - Printable Version

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what changed after the inference shift - tensorfield88 - 09-21-2026

Posting this in case it saves someone else a little time.

I'm helping a small team set up a local workflow. We don't need a giant stack, but we do care about small local stacks.

Would rather learn from your scars than collect my own all at once.


Re: what changed after the inference shift - prompttinker44 - 09-22-2026

Quote:Posting this in case it saves someone else a little time.

Interesting, I hadn't tried that. I ended up in about the same place using PyTorch. The biggest change for me was simplifying the stack instead of adding one more optimization layer.


Re: what changed after the inference shift - fastfield4 - 09-23-2026

Interesting, I hadn't tried that. That matches what I saw on 7900 XTX. The biggest change for me was simplifying the stack instead of adding one more optimization layer.


Re: what changed after the inference shift - signalcraft14 - 09-23-2026

Quote:Interesting, I hadn't tried that. That matches what I saw on 7900 XTX. The biggest change for me was simplifying the stack instead of adding one more

subscribed, curious where this lands.


Re: what changed after the inference shift - vramport - 09-23-2026

My first guess would be this: If you're on llama.cpp, I'd confirm the version first and then reduce variables until the behavior is obvious. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.


Re: what changed after the inference shift - sparrowshed - 09-24-2026

What exact setup are you running? Is this local-only or are you routing anything externally?


Re: what changed after the inference shift - sanevault - 09-24-2026

What exact setup are you running? What model, what runtime, and roughly what context size?


Re: what changed after the inference shift - bytegarden73 - 09-25-2026

Quote:What exact setup are you running? What model, what runtime, and roughly what context size?

that fixed it for me too.


Re: what changed after the inference shift - southspark - 09-26-2026

What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at router policy.


Re: what changed after the inference shift - vramport - 09-26-2026

A couple things I'd check first. Before rebuilding anything, I'd test one clean baseline with Gemma and compare from there. Not glamorous advice, but repeatable baselines save a lot of time.